2 papers
cs.LG2026
Query-Adaptive Neuron Steering for LLMs
Yanxi Pan, Jingwen Wu, Yan Ma +8
Effectively eliciting the capabilities of large language models (LLMs) at inference time remains an important challenge. Existing studies address this challenge through context eng…
cs.CL2026
Rethinking Visual Neglect: Steering via Context-Preference for MLLM Hallucination Mitigation
Jingwen Wu, Xijun Zhang, Ge Song
Object hallucination remains a primary obstacle to the reliable deployment of Multimodal Large Language Models (MLLMs). Current inference-time mitigation methods mainly assume hall…